Friday, 15 June 2018

Apologies for the silence on this blog lately, been busy with other things. Brexit and devolution were headed for collision from the moment the brexit vote result was known. I couldn't find a jargon-free summary of the present situation and much of the commentary has been folded in with either the political drama in parliament or else polarised by strong opinions, so I decided to write this after quite a bit of reading and discussion with others.

The contentions with brexit and devolution concern powers that are currently held by the EU and whether they should be transferred to either the UK or Scottish parliaments when we leave the EU. The first point where I see misunderstanding is on what is meant by "powers". So let's tackle that first.

What's a power?

A parliament can have a bill proposed which the members then debate and then vote on to turn it into an act of parliament. That means it becomes law, also known as legislation. This is the power of the parliament that is under discussion.

Now if the EU has passed a law in a particular area, such as on fishing quotas, then all parliaments of EU member states must accept that and so do not have the power to pass laws in that area. If a conflict does arise it can be raised at the European Court of Justice (ECJ) which oversees EU laws. The UK supreme court performs a similar function for laws made inside the UK.

What happens on leaving the EU?

On leaving the EU, the UK and Scottish parliaments no longer have to accept the laws created by the EU and can pass laws in areas previously covered by such laws. In other words, powers transfer from the EU to parliaments in the UK.

The UK parliament's EU withdrawal bill sets out how powers will be reserved or devolved.

How many powers are involved?

There are 153 areas that are coming from the EU and for each one it needs to be decided whether it is to be reserved to the UK parliament or devolved. (I have also seen a total of 158 mentioned.)

Who decides whether the UK parliament or the Scottish parliament should get a power?

Well, that's the problem, there is no formal mechanism for deciding this. It could be decided by rolling a dice, using a lottery machine or even a dance-off between UK and Scottish ministers. Thankfully, they decided to sit down together and negotiate it.

The Scotland Act 1998 that set devolution in law states that all powers default to being devolved to the Scottish Parliament unless explicitly reserved by the UK government. So back then, this meant the UK picked a few areas it felt should stay reserved, such as defence, international affairs and welfare, and allowed the rest to be devolved. Amusingly, they forgot to reserve some powers over a territory in Antarctica, so for a while the Scottish parliament was able to legislate on that, but didn't.What has been negotiated?

As common with negotiations, both sides started from more extreme positions expecting to compromise until they reached agreement. Initially the UK government proposed that all 153 powers be reserved and the Scottish and Welsh said no. Eventually the UK government reduced this down to 24 areas to be reserved, meaning that the other 129 would be devolved with frameworks to be agreed for cooperation across the UK.

Both the Welsh and Scottish governments initially rejected the UK's revised proposals, but after the UK government offered further amendments, the Welsh assembly voted to give consent. These amendments, which will become law in the EU withdrawal bill, specified that the UK parliament would gain a new power to reserve these areas temporarily so that post-brexit frameworks can be set up. Further, this would be for an upper limit of seven years after which they would revert to normal devolved control, and in those seven years the UK would not normally make alterations to the law in those areas without devolved consent.

The Scottish government did not agree to similar amendments for Scotland, and subsequently the Scottish parliament voted to withhold consent on the UK's EU withdrawal bill. This means that if the UK government proceeds with the EU withdrawal bill as is, it may breach the Sewel convention.

The word "normally" is key here. If you believe the current situation is normal then the Sewel convention applies and will be violated if the EU withdrawal bill proceeds as is. If, however, you believe the current situation is not normal then the Sewel convention will not be violated.

Who decides what "normally" means?

Since the UK supreme court cannot rule on a non-legal point then other means must be found. In many countries a written constitution could specify how this should be resolved, but the UK has no written constitution. As such the debate becomes inescapably political in nature. It can be argued having no written constitution gives the UK flexibility other countries do not have, but here it seems to be a distinct disadvantage.

What happens next?

I've no idea. The UK government can legally proceed with the EU withdrawal bill but that would cause big political problems with the Scottish government over devolution. Only giving 15 minutes to debate this issue in the UK parliament earlier this week was woefully inadequate but a three hour debate is now scheduled for next week. It is still possible that negotiation with the Scottish government could lead to new amendments that result in the Scottish parliament deciding to give its consent.

Is this a "power grab"?

That's for you to decide. But I'll make a few points.

No current powers of the Scottish parliament are being reserved and, apart from the Antarctica boo-boo mentioned above, the UK government has never asked for any devolved power to be reserved. In fact, both the Scotland Act 2012 and the Scotland Act 2016 significantly increased the number of devolved powers.

If you believe that every power currently held by the EU should be devolved completely and immediately upon brexit then, yes, you can describe the UK government as grabbing those powers. But, you'd then have to explain why you were previously happy for the EU to hold those powers.

For myself, I do not understand the complexities involved in these areas well enough to be able to form an opinion of my own, but I would hope that experts with years of professional experience will advise UK and Scottish government ministers and that they will listen. Unfortunately, there are examples of selective deafness in both governments.

Where can I read more?

My intention was to keep this post as simple as possible but this means I have had to skate over some nuanced but interesting points. For more in-depth analysis I recommend this page from the Institute for Government which has links to many clear articles on the subject.

I found this whole issue very difficult to get my head around, and so I am very grateful to Akash Paun at the Institute for Government for taking the time to review this post and for making several suggestions that have improved it. If you spot anything incorrect or unclear in the above, please let me know and point me in the direction of better information.

Friday, 6 October 2017

The previous post in this series found evidence of an association between inequality, as measured by property prices, and pupils attending schools outwith the council area they live in. This post will look at how this has changed in recent years in the Greater Glasgow hot-spot involving the councils areas of East Renfrewshire, East Dunbartonshire and Glasgow City.Let's start by looking at percentages of pupils who attend a secondary school in a local authority but live elsewhere.1

Glasgow City is never far from the national average: the black line and symbols sit on top of the green ones. About 4% or 1 in 25 secondary pupils in Glasgow schools live outside Glasgow.

The two affluent suburbs of Glasgow are quite different, having percentages in 2016 that are close to 20% or 1 in 5 pupils. The percentage for East Renfrewshire has fallen slightly in the last year but the East Dunbartonshire percentage has climbed from 16% in 2011 to 20% in 2016.

Now let's look at percentages of pupils who live in a local authority but attend a secondary school outwith it.

As you might expect, the situation is reversed. About 13% or 1 in 8 secondary school pupils who live in Glasgow attend school elsewhere. For East Dunbartonshire this percentage has fallen to the national average in 2016 but East Renfrewshire remains well below it at about 1%.

If we add together the numbers (not percentages) of secondary pupils in East Dunbartonshire and East Renfrewshire who live elsewhere then that comes to about 80% of the number who live in Glasgow but attend a secondary school outwith it. Further, the gently climbing trend for East Dunbartonshire in the first graph is consistent with Glasgow's slow rise in the second. Also, the dip in 2016 is also consistent with the drop for East Renfrewshire in the first graph.

What we have here is clear evidence that points to what many people believe anecdotally: there are many parents in Glasgow who believe their children's education is better served by a school in one of these more affluent suburbs.

But there's still a jump needed to reach this conclusion. Nothing in data presented thus far says why so many pupils living in Glasgow are going to school in East Dunbartonshire and East Renfrewshire.

Also, the trends we can see above come from changes in
numbers of secondary pupils in S1-S6 (all secondary years). If there's a change in admission policies in a particular
year then that will mainly affect only S1 numbers. This means the effect will be much diluted in the S1-S6 total. In other words, the dip for East Renfrewshire in 2016 and the slow rise for East Dunbartonshire are likely under-emphasising changes in admissions of new pupils.

There are a number of possible reasons for the flow of pupils from Glasgow to the suburbs. The most of obvious one involves the placing request system, but some of it will be due to exclusions and for other social or educational reasons. If placing requests are the main explanation and this is driven by parents believing, rightly or wrongly, that suburban schools offer a better education, then it is worth looking to see if there are accompanying trends in home prices.

Home price trends

The graph below shows median home prices for Q2 (April to July) of each year. The prices are not adjusted for inflation.2

Initially, prices in all three rise together, though the suburban prices start significantly higher than Glasgow in 2003. The rises continue until the financial crisis of 2008 after which Glasgow prices fall for five years and then recover. As yet they've not quite attained their post-crisis peak of 2007. (Remember, there is no adjustment for inflation here - Glasgow prices have fallen significantly in real terms.)

In contrast, although suburban price growth falters post-2008, the prices mostly stay above their 2007 values and there is still an overall upwards trend so that by 2016 the gap between Glasgow and its suburbs has grown substantially.

The East Dunbartonshire median price grew from being 32% higher than Glasgow's in 2003 to 56% higher in 2016. The figures for East Renfrewshire are even larger being 49% in 2003 and 82% in 2016. (In this data set, East Renfrewshire and Shetland are the only two Scottish council areas that have seen a real terms growth in median home prices since 2007).

The drop in East Dunbartonshire's and East Renfrewshire's prices between 2014 and 2015 (remember, both are for Q2 on this graph) is because the Scottish Land and Building Transaction Tax (LBTT) replaced Stamp Duty in Scotland from 1 April 2015, the start of 2015Q2. This had the effect of creating a spike in prices at the upper end of the housing market in 2015Q1, presumably because buyers hurried their purchases to avoid a tax increase caused by LBTT. For this reason, the 2015 value is anomalous but the jump in prices between 2014 and 2016 is believable.Taking stock

It's clear that housing in Glasgow's affluent suburbs has a premium relative to the city itself. It is also clear that this premium has significantly increased over the last 13 years. But how might that be linked with where pupils attend school?

If parents perceive a school outside their council area offers a superior education and want to move their child to it then they have two choices: put in a placing request or move into that area. Of course, the latter choice will not be available to less well off parents.

For East Dunbartonshire the above graphs provide evidence, albeit indirect, that suggests both methods have seen an increase between 2011 and 2016. The percentage of East Dunbartonshire pupils living elsewhere has increased from 16% to 20% and the premium on house prices rose from 48% to 56%.

East Renfrewshire, however, saw a much larger rise in price premium over Glasgow, going from 46% in 2011 to 82% in 2016. In that time, the percentage of pupils residing outside the council area has fallen slightly which suggests that placing requests are being turned down. This would explain why the East Renfrewshire premium is so much higher than East Dunbartonshire: parents that are denied placing requests decide to move into the area, if they can afford it.

This article by Andrew Denholm in the Herald confirms that, for reasons noted above, the drop in accepted placing requests is more dramatic in East Renfrewshire than the above graphs suggest:

"This year [2016], 360 placing requests have been refused by the council out
of a total of 531 submitted - an acceptance rate of just 32 per cent.
Last year, just 185 were refused out of 543 giving an acceptance rate of
66 per cent."

So, in summary, with the usual caveat that correlation does not imply causation, the trends in property prices are consistent with the explanation that a significant minority of parents in Glasgow are preferring to educate their children in suburban schools.

What next?

You may be wondering why I have not yet looked at placing request data in this series of posts. The reason is simple enough: such data is no longer published by the Scottish Government.

There was a detailed annual report on placing requests that was rigorous enough to have "National Statistics" status, but the last publication was in 2010 for the 2008-09 school year. I received a prompt response when emailing the relevant person in the Scottish Government to ask why publication had ceased and was pointed to the result of this consultation, and advised that the only way to get the data now was to ask each of the 32 councils individually.

I was hoping to have my hands on more placing request data by the time I reached this third blog post, and I have found others who have trodden this path, such as the Sunday Post, but it seems that obtaining the data is going to take longer than I had anticipated and will likely involve some Freedom of Information requests. I will write more when I have the data.

Until then, I'll leave you with a few thoughts on why investigating this issue matters.

Firstly, people are very quick to express opinions on both education and inequality but much slower in providing evidence, and what evidence is proffered is often anecdotal. These blog posts are documenting my attempt to work through some evidence and clarify the assumptions needed to interpret something useful from it.

Secondly, it is true that across most of Scotland there is no strong link between inequality and choice of (state) school. In fact, Greater Glasgow is the only clear example of it in Scotland, with the Clackmannanshire-Stirlingshire situation being explicable in terms of the location of Catholic schools. Usually, I would avoid dwelling on an exceptional or unusual case, but the effect we see in Greater Glasgow is revealed because it has the highest population density of anywhere in Scotland. In other words, the underlying problem of inequality's effect on education may well be more widespread but it only finds expression through parental choice in Greater Glasgow because schools in areas with contrasting demographics are so close to each other.

Finally, as any teacher will tell you, their work and the resources available to them are only one part of a child's education. A large part of it depends on the parents and the aspirations of others around them, including competition within a pupil's peer group. So if a school is deemed to be under-performing, simply pouring resources into it is a mere whistle in the wind if the real problem is poverty in the community around it.

1. The first two graphs in this post are constructed from the supplementary data set for the 2016 pupil census which extends back to 2011, though an older report gives values for 2010. I've not included the 2010 data because they don't alter the trends significantly and also I wasn't sure if data from the different reports were comparable. A spreadsheet with all data and calculations will be provided in a future blog post.

2. Quarterly house price data is taken from this publication from Registers of Scotland. Aggregating quarterly medians to form annual medians requires raw data that is not published in this release. Instead I chose to use only Q2 data (Apr-Jun) because it is the quarter that usually has the greatest number of property transactions. Concentrating on the same quarter of each year also avoids problems with the large seasonal variations seen in property sales data.

Tuesday, 5 September 2017

In the last post we saw that Scotland has some high percentages of pupils living in one council area but attending secondary school in an adjacent area. There were two notable examples: pupils commuting from Glasgow to its leafy suburbs — East Dunbartonshire and East Renfrewshire — and also from Clackmannanshire to Stirlingshire. In this post we'll look at geographical associations that may yield clues as to what's behind this.

You, like me, may have an intuition informed by anecdote about what's happening, but I'd encourage you to put that aside for the time being because the point of this series of posts is to let the data speak for itself and step carefully through quantitative evidence.

Population density

First, let's take a look at the population densities of councils, shown on the map below on the right. The population density is the number of people living in a council divided by its area in square kilometres (sq km). The left-hand map is the one from the last post (with a few visual improvements).

Click to enlarge. Council names are omitted for clarity, but you can see them on this map.

At first glance they seem quite similar. Population density is low across Scotland and, in most places, 90% or more of pupils attend a school in the council area where they live. Both maps have hot spots around Glasgow which has the country's highest population density (3521 people/sq km).

But, population density cannot be the only factor involved. East Dunbartonshire (616 people/sq km) and East Renfrewshire (538 people /sq km) do not seem much different to Glasgow's other neighbours: Renfrewshire (673 people /sq km), West Dunbartonshire (566 people /sq km) or North Lanarkshire (722 people /sq km). Only semi-rural South Lanarkshire stands out as having a significantly different population density (179 people /sq km).

Also, although Edinburgh (1926 people /sq km) has a lower population density than Glasgow, it is still very high relative to its neighbours, West Lothian (421 people /sq km), Fife (279 people /sq km) and Midlothian (251 people /sq km), but there is much less movement of pupils across its city boundary than for Glasgow.

Nor does population density provide an obvious explanation for why there is a flow of pupils from Clackmannanshire (323 people /sq km) to Stirlingshire (43 people /sq km). Like Glasgow, it is from a high population density area to a low one, but there are several other pairs of adjacent areas where this is the case but there is no flow.

Scotland's overall population density is 69 people/sq km and so all the councils mentioned above, apart from Stirlingshire, are relatively densely populated. At the other end of the scale, the lowest mainland population densities are the Highland council area at 9 people/sq km and Argyll & Bute at 13 people/sq km. With this in mind, and being careful not to speculate too far beyond what the data is telling us, the most we can say is that high percentages of pupils commuting across council boundaries occur where population density is high, but population density alone cannot be used to predict it.

House prices

Home prices offer a measure of the affluence of an area because they reflect both wealth and, through mortgages, income levels. The map on the left is again the one from the previous post, but the one on the right now shows the median residential property price for each council in Scotland: half of properties cost more than the median price, half less.

Click to enlarge. Council names are omitted for clarity, but you can see them on this map.

Now we can see that East Dunbartonshire and East Renfrewshire stand out as the most affluent areas in Greater Glasgow. This is, of course, no surprise. And the differences are not small — median home prices for both these suburbs are double that for North Lanarkshire.

This contrasts with the situation around Edinburgh where there is less of a difference between the city and its neighbouring councils, which are also significantly lower in population density than those around Glasgow.

It's also clear that Clackmannanshire is less affluent than Stirlingshire and, as with Glasgow and its leafy suburbs, there is a flow of pupils towards the more affluent area.

We can tentatively conclude that given a sufficiently high population density, which is actually a proxy for schools being close to one another, then there is a draw for pupils living in poorer areas to attend school in a nearby wealthier area. And this draw seems larger for greater differences in affluence, at least as measured by home prices.

But this association is incomplete, because it would also predict that pupils living in Clackmannanshire should be drawn to schools in neighbouring Perth & Kinross which is slightly more affluent than Stirlingshire. In other words, why do so many pupils residing in Clackmannanshire go to Stirlingshire instead of Perth & Kinross?

The most likely explanation is that Clackmannanshire has no Catholic secondary school and St Modan's in the city of Stirling is considerably closer than those in Perth (see this map with council boundaries turned on).

Taking stock

So, in summary, there does seem to be an association between wealth and/or income inequality in high population density areas and the choice of which schools children attend. Other local factors, such as faith schooling, can be important too. No doubt there will also be an effect for private (i.e. non-state funded) schools but these are not included in data considered here.

But I'd urge caution in that we have only found associations, not causes. We cannot say whether it is a pre-existing difference in affluence that somehow creates a social incentive for parents to send their children to other councils for their education, or if it is the perceived standing of certain schools that is pushing up house prices and increasing the affluence of certain areas. Showing causation rather than correlation is more difficult, but the next post may yield some clues on this point by looking at recent trends in the data.

Tuesday, 29 August 2017

This is the first in a series of posts looking at placing requests and what, if anything, they can tell us about how educational inequality varies across Scotland. In a return to what was the original format on this blog, I'm going to keep posts short and focused with only one or two graphs or tables per post.

It would be a rare child that would ask "how do I get the most out of the life ahead of me?" The answer that well-meaning adults would give, and often do give even without being asked, is "work hard". But if we were being more honest we'd say "Work hard, but first make sure you were born in the right place, with the right parents."

With this in mind, one way to assess educational inequality is to look at how parents choose to educate their children and how this varies across the country.

The map below shows hot-spots where large proportions of pupils attend schools outside the council area in which they live.1

The hottest spot is around Glasgow, though all urban areas around Edinburgh, Stirling, Aberdeen and Dundee show elevated levels. Rural areas, such as the Highlands and Dumfries & Galloway and the Borders, show the lowest levels. No data is published for the Western Isles, Orkney and Shetland (coloured black) which, according to a note in the source data, is to "prevent disclosure", which I presume means that the numbers involved are so small that individual pupils could be identified.

The table below shows more detail for the top 10 hotspots shown on the map.

The first pair of coloured columns shows the percentage of pupils who live in that council area but attend a school in another council area. The second pair of columns show the percentage of pupils who attend school in that council area but live outside it.

It's perhaps easier to understand it with examples:

1.5% of primary school pupils living in East Dunbartonshire attend a school that is not in East Dunbartonshire .

10.5% of pupils attending a secondary school in Stirlingshire live outside Stirlingshire.

The "Max" column shows the maximum for that row. This is used to order the rows in the table and also to colour the map.

The average percentages for the whole of Scotland are 1.9% for primary schools and 3.9% for secondary schools. (If you think about it, these percentages must be the same for the "going" and "coming" columns.)

There are two points of note here.

The first is that the percentages are higher for secondary schools than for primary schools. This is presumably because secondary school pupils can travel further from home to school and perhaps also because the choice of secondary school is more crucial to parents.

The second is that the affluent Glasgow suburbs of East Dunbartonshire and East Renfrewhire top the table with about 1 in 5 secondary pupils coming from elsewhere. Glasgow City is third with about 1 in 8 secondary pupils residing there but attending school outside Glasgow. It is of course not a coincidence that these council areas are next to each other. Stirling and Clackmannanshire are similar in that they are neighbouring and have high but opposite percentages for secondary schools.

In summary, we have found some clear patterns in this data. Specifically, it seems that parents in Glasgow are sending their children to suburban schools, with a similar but smaller effect from Clackmannanshire to Stirling.

In subsequent posts I'll look at this in more detail and see what it can tell us about inequality in education. In the next post I'll look more closely at the main hot-spot around Glasgow.

Thursday, 24 August 2017

I was hoping to move on from the economy and look at a pile of education-related stuff, but one aspect of this year's GERS report caught my attention. Rather than shoe-horn anything further into the last post I thought I'd write this fresh post.

In the previous post I noted that Scotland's onshore GDP grew by 1.0% whereas onshore revenue grew by 4.0%. In this post I'd like to explore why these two numbers are so different. The issue is this: if our economy is sluggish in producing more stuff, how can more taxes be generated from our earnings (income tax and national insurance), profits (corporation tax) and shopping expeditions (VAT)?

First of all, let's give the question a bit of context by looking at the history of growth rates for GDP and revenue (Table S.1 from GERS with inflation correction using HM Treasury deflators).

As you can see the last couple of years are quite unusual, with only 1999-00 and 2007-08 showing similarly low GDP growth and high revenue growth. The year of the great financial crisis is not exactly a precedent we'd wish to follow, but let's not jump to any conclusions.

The next step is to see how different taxes contributed to the rise in revenue. To do this I've broken down the 4.0% rise into the individual taxes that contributed to it. Also, I've done the same for the 4.1% rise in UK revenues (which include the North Sea, though it's heavily diluted in the much larger UK economy).

As you can see, Scotland and the UK's very similar percentage rises have very similar explanations. The only notable difference is that Non-domestic rates (levied by councils on business properties) contributes a small slice of growth in Scotland but next to none in the UK as a whole.

So that gets us an important step forward, in that, barring extraordinary coincidences, the revenue growth is a UK-wide phenomenon, not peculiar to Scotland.

Just under two-thirds of the revenue growth comes from National Insurance and Onshore corporation tax. This is odd because these taxes are quite unrelated. The former is essentially a tax on income and the latter is a tax on company profits. Also, if a rise in incomes caused the national insurance take to rise, why is the income tax rise relatively modest?

Next, I went to the Quarterly National Accounts Scotland (QNAS) that were released on the same day as GERS, and looked to see if "Compensation of employees" (Table F) showed any impressive increase. Its real growth turned out to be a paltry 0.7% which ruled it out as the culprit. However, this leaves only one other place to look: the tax regime itself.

A bit of web searching soon revealed that changes came into effect in April 2016 which caused National Insurance Contributions to rise, and it was regressive in that folk on lower incomes experienced larger rises in percentage terms. More than that, the Office of Budget Responsibility (OBR) forecasted a big rise in the flow of revenue to Government coffers as a result. This, plus a modest rise in incomes, evidenced by the green income tax bit in the bars above, can explain about half of the total revenue growth.

Most of the rest is down to corporation tax and the explanation for this is quite different. It seems that company profits have indeed jumped up in 2016-17. There's no single reason, but this FT article entitled the Riddle of UK's rising corporation tax receipts offers a few likely causes, including:

the economy has grown

banks are paying more corporation tax, in part because they're more profitable, but also they're operating under tighter tax rules

there's been a crackdown on tax avoidance with some international cooperation, and the likes of the "Google tax"

the UK has dropped its corporation tax rate which has attracted big company HQs, though Brexit may repel some

and finally, company profits look healthy now because they're not investing in their businesses, which is likely storing trouble for the future.

Another plausible reason is related to the final two points. Companies fear that any current boost to their profits may be temporary and business will get tougher due to Brexit in the years ahead. This makes them reluctant to raise wages now because they expect they would have to be lowered again in the near future, and lowering wages is harder than raising them. This explains why companies are holding onto their current gains but wage growth (see 0.7% mentioned above) is much lower.

And with that we have now explained almost all of the growth in revenue. Of course, the National Insurance change is a one-off growth spurt, and although the corporation tax surge could well continue for a while, the effects of present weak investment and Brexit uncertainty lurk in the not-too-distant future.

Wednesday, 23 August 2017

GERS 2016-17 came out today. The headline figures show what most folk will have expected, namely Scotland's deficit (net fiscal balance) is still big at 8.3% though a bit improved on last year's 9.3%. Nevertheless, that's still 6 percentage points larger than UK's deficit of 2.4%. In this post I want to draw attention to some other interesting points you may not see elsewhere. This was written fairly quickly so please excuse any typos and expect a few (hopefully minor) revisions.

The Government Expenditure & Revenue Scotland 2016-17 gives a summary of all public expenditure that benefits Scotland's residents, together with revenues raised from Scotland's people and businesses, mostly through tax. It covers the financial year from April 1 2016 to March 31 2017.

In what follows I'll refer only to figures including a geographical share of Scotland's North Sea unless otherwise stated. References to specific parts of GERS are given in brackets where relevant.Every negative has a positive

The deficit is most usually view as a problem and it would become one if Scotland had to fund it by itself. But putting that aside, you can view it as a positive for Scottish society, at least under current arrangements.

Think of it this way. The public sector in Scotland is spending £13,175 per person into the private sector and it removes £10,722 in tax and other revenues. That's a net flow of £2453 per person. Put it another way, would you prefer if we were giving the government(s) that amount per Scottish resident? The benefit to society is mostly through government services and this benefit is greater for the less well-off who rely more on the state for support (Tables S.2 and S.4)

This flow of monies from the public to private sector can be viewed an economic boost and at 8.3% of GDP it's a considerable one too. (Table S.6)

Of course there are some caveats here. Firstly, an economy dependent on state spending may suffer from unhealthy distortions because too much economic power is wielded by one actor, in this case the government(s). Also, money that seems to be flowing into the Scottish private sector may not stay there if it, for example, goes to companies owned outside Scotland. And, of course, some of the expenditure will go directly to companies outside Scotland (e.g. a council buys a German bin lorry).

Expenditure top 3

The graph below shows the top 3 areas of expenditure adjusted for inflation using standard HM Treasury deflators to be in 2016-17 prices.

Health and education are completely devolved to the Scottish Government and councils whereas Social protection is mostly reserved to the UK Government.

Social protection, at a third of all expenditure, is the largest single area of spending and includes welfare spending which is itself dominated by the state pension.

Much of the rise in Social protection and Health can be explained by the extra demands placed on them as the post-World War 2 baby-boomers move into old age.

In contrast, until 2014 the number of children in Scotland was decreasing. Despite that, spending on Education and training, which is dominated by school spending, was rising until 2007-08 after which it plateaued and fell. Numbers of children are now rising and Education and training spending has started to rise in the last couple of years but it still sits about £0.5 billion below its peak.

The 'R' in GERS standard for revenue and it's mostly tax. More than half of revenue in 2016-17, and indeed in most years, was from the big 3 taxes that most of us pay: income tax and national insurance from what we earn, and VAT from what we buy.

The graph below takes revenue values from GERS and GDP from the Quarterly National Accounts Scotland 2017Q1 which were released on the same day as GERS (with much less hoo-haa). I checked that the GDP implicit in the GERS report matches that published in the National Accounts.

There's a lot going on in this graph, so look first at the solid lines which include a geographical share for the North Sea. The picture here is that both GDP and revenue peak in 2007-08 prior to the financial crisis and then plateaued or slightly decreased thereafter. GDP remained flat in the last couple of years whereas this year's GERS shows a noticeable uptick in revenues though it is still well below its 2007-08 peak.

Now turn your attention to the dashed line which excludes the North Sea, often referred to as being for the onshore economy. Unlike the solid lines, both GDP and revenue have been growing since 2010-11 and we can see that all revenue growth in 2016-17 is due to the onshore economy (the solid and red lines merge).

What's interesting here is that in 2016-17 the onshore economy's revenue increased in real terms by 4.0% whereas GDP increased by only 1.0%. Something similar is true for 2015-16 with its figures being 2.7% and 0.5% respectively. This is unusual though not unprecedented, but it's perhaps concerning that the last time this happened was in 2007-08. Without looking at other data it's hard to be sure what's going on here, or what its implications are, but it does make me wonder if it's a signal that the economy is in a peculiar state. That said, if we take a longer view and average over the last five years then the difference is much smaller: GDP grew on by 1.5% per year and revenue by 2.3%.
(Data from GERS Table S.1 and see this post for more on how the GDP of the North Sea and the onshore economy are linked.)

Devolution

For these year's figures, devolution can be rather glibly summarised in percentage terms as

42.1% of revenue is devolved or assigned to Scottish Government control (latter is because EU doesn't permit VAT variation within a member state)

63% of expenditure is under devolved control, either Scottish Government or councils

(Pie charts in Chapter 4)

What has the EU ever done for us? Or us for it?

GERS contains estimates of Scotland's share of the UK's contribution to the EU, and also its share of what the UK receives from the EU. Overall, Scotland makes a net contribution to the EU budget of £1.0bn, and a net contribution to EU institutions of £0.3bn. The UK as a whole also makes net positive contributions and, by proportion of the population, they are larger, being £12.2 bn and £8.1bn respectively. (Box 3.2)

By many measures, Scotland is relatively well-off compared to much of the EU and most of the rest of the UK, e.g. by poverty rates Scotland is on a par with the southeast and east regions of England. This is why Scotland and the UK as a whole make net contributions to the EU. There are of course significant non-financial aspects of EU membership, but that's an issue for another blog post and not something that is the remit of GERS either.

Revisionism

Hindsight is a marvellous thing, and one indication of the quality or uncertainty of annual statistics is whether they need substantial revision in subsequent years. Sometimes an error is uncovered, but more commonly improved data becomes available; gathering and processing data takes time. The third reason for changes is that accounting conventions change, and that is the dominant reason for revisions in this year's GERS.

In what follows I refer to figures for 2012-13 to 2015-16 compared to figures given in last year's GERS report (2015-16).

GERS figures for revenue have risen by about £0.75 bn (1.4%). Three reasons, each causing a revision upwards:

housing associations now classed in public sector*

corp tax changed from cash to accruals*

correction to NDR (Scotland up 35%, UK 1.9%)

*Affects UK as a whole too.
(Tables B.1 and B.2)

Cash vs accruals crops up a lot in GERS, especially within the "Accounting adjustments" category. With a cash accounting basis you date amounts according to when the cash moved from one account to another. With accruals you date it by when the reason for moving the cash was agreed. It is like the difference between the date an invoice was paid and when it was issued.

North Sea revenues were revised down for past years by about £0.5 bn, except 2015-16 which went down by only £4 million. (Table B.3)

Expenditure has been revised up by approx £0.5 bn each year, mainly due to housing association reclassification into the public sector, but also due to revisions to network rail, student loans and Scottish Water. (Table B.4)

Impact on net fiscal balances for each year is tiny, by about -0.1% of GDP or less. (Table B.10)International comparisons

You might be tempted to see how Scotland is doing relative to other countries. To account for economies of different sizes, this is usually done by comparing public expenditure and revenue as percentages of GDP using datasets such as those from the OECD.

However, a word of warning. GERS is a rather unique report in that it's trying to give a fiscal picture of a country within a state (Scotland in the UK). As such it is likely to be difficult to compare it to other countries directly. In addition to that, different definitions of "public sector" and differing accounting conventions (cash vs accrual being one such example) can make comparison very tricky.

If you really want to compare Scotland with other countries, then you can get some clues as to likely differences by comparing UK values first. For example, according to GERS the UK's 2015-16 (tax) revenue is 36.2% of GDP whereas the OECD 2015 figure is 32.5%. Notice that GERS uses the financial year whereas the OECD uses the calendar year.

The penultimate chapter contains ten charts from my Active Citizen book which are updated to the latest data available and adapted so that each one can stand on its own with a caption of about 150 words. The aim was, as far as possible, to present the information with a light touch and let the data speak for itself and, I hope, let the reader come to their own, tentative conclusions.

(Had I seen the cover at time of writing I would've entitled my chapter Tomorrow Never Knows.)

I've not yet read the entire book but a glance at the constellation of contributors impressed me greatly (and made me feel a little like a sixth magnitude interloper). I've had long chats with Gerry and a good chat on the phone with Simon, but at no point did they instruct or lead me. Quite the reverse. They let me decide what I should contribute. I'm sure this was true of all contributors.

Below is a list of links which will grow in coming days as I add links to all sources and spreadsheets that show my working. I'll be most grateful if you alert me to any errors, either in the comments here, or else to @mcnalu on twitter.